RRepoGEO

REPOGEO REPORT · LITE

disler/just-prompt

Default branch main · commit 8e6e188b · scanned 6/1/2026, 3:12:45 AM

GitHub: 731 stars · 130 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface disler/just-prompt, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition the README H1 and opening sentence to clarify its role as an LLM API gateway

    Why:

    CURRENT
    # Just Prompt - A lightweight MCP server for LLM providers
`just-prompt` is a Model Control Protocol (MCP) server that provides a unified interface to various Large Language Model (LLM) providers...
    COPY-PASTE FIX
    # Just Prompt - Your unified API gateway for multiple LLM providers
`just-prompt` is a Model Control Protocol (MCP) server designed to act as a single, unified API endpoint for interacting with diverse Large Language Model (LLM) providers...
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root with a standard open-source license (e.g., MIT, Apache-2.0, GPL-3.0).

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface disler/just-prompt
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. LiteLLM · recommended 1×
  4. OpenAI Python Library · recommended 1×
  5. FastAPI · recommended 1×
  • CATEGORY QUERY
    How can I simplify interacting with multiple large language model APIs from different providers?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. LiteLLM
    4. OpenAI Python Library
    5. FastAPI
    6. Flask
    7. MindsDB

    AI recommended 7 alternatives but never named disler/just-prompt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help send the same prompt to many AI models for comparison?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Playground
    2. LangChain (langchain-ai/langchain)
    3. LlamaIndex (run-llama/llama_index)
    4. PromptLayer (Magniv-Data/promptlayer)
    5. Weights & Biases (W&B Prompts) (wandb/wandb)
    6. Humanloop
    7. Vellum

    AI recommended 7 alternatives but never named disler/just-prompt. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of disler/just-prompt?
    pass
    AI named disler/just-prompt explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts disler/just-prompt in production, what risks or prerequisites should they evaluate first?
    pass
    AI named disler/just-prompt explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo disler/just-prompt solve, and who is the primary audience?
    pass
    AI named disler/just-prompt explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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disler/just-prompt — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite